{"id":"W2087953842","doi":"10.1016/j.socscimed.2005.03.019","title":"Alcohol dependence and depression among heavy drinkers in Canada","year":2005,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"Statistics Canada","funders":"","keywords":"Alcohol dependence; Depression (economics); Psychosocial; Demography; Heavy drinking; Population; Logistic regression; Odds; Medicine; Alcohol; Comorbidity; Odds ratio; Cross-sectional study; Psychiatry; Injury prevention; Poison control; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003481796,0.0001184858,0.0002590517,0.0001155462,0.0001977684,0.000006985408,0.0001169251,0.0000375799,0.0001081939],"category_scores_gemma":[0.0001849127,0.000082664,0.00001703668,0.0005939293,0.0006515505,0.0002276254,0.00002526508,0.0001445828,0.000002358782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007941358,"about_ca_system_score_gemma":0.0007884325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3190061,"about_ca_topic_score_gemma":0.818057,"domain_scores_codex":[0.9983934,0.00001534588,0.0001936668,0.0002952534,0.0007217641,0.0003805895],"domain_scores_gemma":[0.9994976,0.00005587614,0.00005340201,0.0001178002,0.00005662675,0.0002187308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003315423,0.00001273416,0.9666615,0.00000335038,0.000003742912,0.00005803102,0.004508965,0.000001024994,0.0007970723,0.00003767595,0.0004697025,0.02741312],"study_design_scores_gemma":[0.002189224,0.00002886961,0.9912212,0.0001288273,0.00002764042,0.00001172704,0.004446168,0.0001193609,0.001470565,0.00003604861,0.0002298824,0.00009045262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913238,0.0005591862,0.000004047207,0.002896786,0.0001829194,0.0002086921,2.375483e-7,0.00002080066,0.004803515],"genre_scores_gemma":[0.998275,0.00008422195,0.00003921494,0.001084693,0.0003042672,0.000009237569,0.000001555058,0.000006379447,0.0001953605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4990509,"threshold_uncertainty_score":0.6855286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0200693758086227,"score_gpt":0.3012476066047667,"score_spread":0.281178230796144,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}